Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

How to Quantize a Large Language Model with GGUF or AWQ

Trelis Research via YouTube

Overview

Learn how to quantize large language models using GGUF or AWQ in this 26-minute video tutorial. Explore the reasons for quantization, understand different quantization methods, and compare GGUF, BNB, AWQ, and GPTQ techniques. Follow step-by-step instructions for quantizing models with AWQ and GGUF (GGML), and gain access to advanced fine-tuning resources, including scripts for unsupervised and supervised fine-tuning, dataset preparation, and embedding creation. Discover valuable resources such as presentation slides, GitHub repositories, and related research papers to enhance your understanding of LLM quantization techniques.

Syllabus

How to quantize a large language model
: Why quantize a language model
What is quantization
Which quantization to use?
GGUF vs BNB vs AWQ vs GPTQ
How to quantize with AWQ
How to quantize with GGUF GGML
Recap

Taught by

Trelis Research

Reviews

Start your review of How to Quantize a Large Language Model with GGUF or AWQ

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.